ConformalPrediction.jlPredictive Uncertainty Quantification in Machine Learning
Delft University of Technology
July 19, 2023
Conformal Prediction (CP) works under the premise of turning heuristic notions of Predictive Uncertainty (PU) into rigorous ones through repeated sampling or the use of calibration data.
ConformalPrediction.jl (15min)CounterfactualExplanations.jlLaplaceRedux.jlMNIST classifier trained using MLJFlux.jl.
JuliaHome of packages geared towards Trustworthy Artificial Intelligence in
Julia.
TaijaCounterfactualExplanations.jl (JuliaCon 2022)ConformalPrediction.jl (JuliaCon 2023)LaplaceRedudx.jl (JuliaCon 2022)AlgorithmicRecourseDynamics.jl… contributions welcome! 😊